ISyE Seminar

Event Details
  • Date/Time:
    • Thursday April 3, 2014 - Friday April 4, 2014
      3:00 pm - 3:59 pm
  • Location: Executive Classroom 228 Main
  • Phone:
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  • Fee(s):
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David Goldberg


Summary Sentence: ISyE Seminar

Full Summary: No summary paragraph submitted.

TITLE: Information Filtering and Bandits, Exploration vs. Exploitation, and the Cold Start Problem

SPEAKER:  Peter Frazier, Cornell University


We consider information filtering, in which we face a stream of items too voluminous to process by hand (e.g., scientific articles, blog posts, emails), and must rely on a computer system to automatically filter out irrelevant items. Such systems face the exploration vs. exploitation tradeoff, in which it may be beneficial to present an item despite a low probability of relevance, just to learn about future items with similar content. We present a Bayesian sequential decision-making model of this problem, and provide a decomposition technique that allows solving the resulting Markov decision process to optimality. We show that the resulting method is especially useful when facing the cold start problem, i.e., when filtering items for new users without a long history of past interactions. We then present initial results from an ongoing rollout of this information filtering method for an influential repository of scientific articles,

Additional Information

In Campus Calendar

School of Industrial and Systems Engineering (ISYE)

Invited Audience
Undergraduate students, Faculty/Staff, Graduate students
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  • Created By: Anita Race
  • Workflow Status: Published
  • Created On: Apr 1, 2014 - 6:08am
  • Last Updated: Apr 13, 2017 - 5:22pm